Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 2240 |
| Missing cells | 24 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 385.1 KiB |
| Average record size in memory | 176.1 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 7 |
Dt_Customer has a high cardinality: 663 distinct values | High cardinality |
Income is highly overall correlated with MntWines and 9 other fields | High correlation |
MntWines is highly overall correlated with Income and 8 other fields | High correlation |
MntFruits is highly overall correlated with Income and 7 other fields | High correlation |
MntMeatProducts is highly overall correlated with Income and 8 other fields | High correlation |
MntFishProducts is highly overall correlated with Income and 7 other fields | High correlation |
MntSweetProducts is highly overall correlated with Income and 7 other fields | High correlation |
MntGoldProds is highly overall correlated with Income and 8 other fields | High correlation |
NumWebPurchases is highly overall correlated with Income and 5 other fields | High correlation |
NumCatalogPurchases is highly overall correlated with Income and 9 other fields | High correlation |
NumStorePurchases is highly overall correlated with Income and 8 other fields | High correlation |
NumWebVisitsMonth is highly overall correlated with Income and 1 other fields | High correlation |
Complain is highly imbalanced (92.3%) | Imbalance |
Income has 24 (1.1%) missing values | Missing |
Id has unique values | Unique |
Recency has 28 (1.2%) zeros | Zeros |
MntFruits has 400 (17.9%) zeros | Zeros |
MntFishProducts has 384 (17.1%) zeros | Zeros |
MntSweetProducts has 419 (18.7%) zeros | Zeros |
MntGoldProds has 61 (2.7%) zeros | Zeros |
NumDealsPurchases has 46 (2.1%) zeros | Zeros |
NumWebPurchases has 49 (2.2%) zeros | Zeros |
NumCatalogPurchases has 586 (26.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-26 15:30:26.120914 |
|---|---|
| Analysis finished | 2023-08-26 15:31:14.120978 |
| Duration | 48 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Id
Real number (ℝ)
| Distinct | 2240 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5592.1598 |
| Minimum | 0 |
|---|---|
| Maximum | 11191 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 576.85 |
| Q1 | 2828.25 |
| median | 5458.5 |
| Q3 | 8427.75 |
| 95-th percentile | 10675.05 |
| Maximum | 11191 |
| Range | 11191 |
| Interquartile range (IQR) | 5599.5 |
Descriptive statistics
| Standard deviation | 3246.6622 |
|---|---|
| Coefficient of variation (CV) | 0.58057393 |
| Kurtosis | -1.190028 |
| Mean | 5592.1598 |
| Median Absolute Deviation (MAD) | 2791 |
| Skewness | 0.039831873 |
| Sum | 12526438 |
| Variance | 10540815 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1826 | 1 | < 0.1% |
| 5680 | 1 | < 0.1% |
| 4640 | 1 | < 0.1% |
| 2525 | 1 | < 0.1% |
| 9503 | 1 | < 0.1% |
| 10704 | 1 | < 0.1% |
| 2669 | 1 | < 0.1% |
| 10037 | 1 | < 0.1% |
| 3726 | 1 | < 0.1% |
| 10872 | 1 | < 0.1% |
| Other values (2230) | 2230 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 9 | 1 | |
| 13 | 1 | |
| 17 | 1 | |
| 20 | 1 | |
| 22 | 1 | |
| 24 | 1 | |
| 25 | 1 | |
| 35 | 1 |
| Value | Count | Frequency (%) |
| 11191 | 1 | |
| 11188 | 1 | |
| 11187 | 1 | |
| 11181 | 1 | |
| 11178 | 1 | |
| 11176 | 1 | |
| 11171 | 1 | |
| 11166 | 1 | |
| 11148 | 1 | |
| 11133 | 1 |
Year_Birth
Real number (ℝ)
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1968.8058 |
| Minimum | 1893 |
|---|---|
| Maximum | 1996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 1893 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1959 |
| median | 1970 |
| Q3 | 1977 |
| 95-th percentile | 1988 |
| Maximum | 1996 |
| Range | 103 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.984069 |
|---|---|
| Coefficient of variation (CV) | 0.0060869739 |
| Kurtosis | 0.71746444 |
| Mean | 1968.8058 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.34994386 |
| Sum | 4410125 |
| Variance | 143.61792 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1976 | 89 | 4.0% |
| 1971 | 87 | 3.9% |
| 1975 | 83 | 3.7% |
| 1972 | 79 | 3.5% |
| 1970 | 77 | 3.4% |
| 1978 | 77 | 3.4% |
| 1965 | 74 | 3.3% |
| 1973 | 74 | 3.3% |
| 1969 | 71 | 3.2% |
| 1974 | 69 | 3.1% |
| Other values (49) | 1460 |
| Value | Count | Frequency (%) |
| 1893 | 1 | < 0.1% |
| 1899 | 1 | < 0.1% |
| 1900 | 1 | < 0.1% |
| 1940 | 1 | < 0.1% |
| 1941 | 1 | < 0.1% |
| 1943 | 7 | |
| 1944 | 7 | |
| 1945 | 8 | |
| 1946 | 16 | |
| 1947 | 16 |
| Value | Count | Frequency (%) |
| 1996 | 2 | 0.1% |
| 1995 | 5 | 0.2% |
| 1994 | 3 | 0.1% |
| 1993 | 5 | 0.2% |
| 1992 | 13 | |
| 1991 | 15 | |
| 1990 | 18 | |
| 1989 | 30 | |
| 1988 | 29 | |
| 1987 | 27 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| Graduation | |
|---|---|
| PhD | |
| Master | |
| 2n Cycle | |
| Basic | 54 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 7.51875 |
| Min length | 3 |
Characters and Unicode
| Total characters | 16842 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduation |
|---|---|
| 2nd row | Graduation |
| 3rd row | Graduation |
| 4th row | Graduation |
| 5th row | Graduation |
Common Values
| Value | Count | Frequency (%) |
| Graduation | 1127 | |
| PhD | 486 | |
| Master | 370 | 16.5% |
| 2n Cycle | 203 | 9.1% |
| Basic | 54 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduation | 1127 | |
| phd | 486 | |
| master | 370 | 15.1% |
| 2n | 203 | 8.3% |
| cycle | 203 | 8.3% |
| basic | 54 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2678 | |
| r | 1497 | |
| t | 1497 | |
| n | 1330 | 7.9% |
| i | 1181 | 7.0% |
| G | 1127 | 6.7% |
| d | 1127 | 6.7% |
| u | 1127 | 6.7% |
| o | 1127 | 6.7% |
| e | 573 | 3.4% |
| Other values (12) | 3578 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13710 | |
| Uppercase Letter | 2726 | 16.2% |
| Decimal Number | 203 | 1.2% |
| Space Separator | 203 | 1.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 2678 | |
| r | 1497 | |
| t | 1497 | |
| n | 1330 | |
| i | 1181 | |
| d | 1127 | |
| u | 1127 | |
| o | 1127 | |
| e | 573 | 4.2% |
| h | 486 | 3.5% |
| Other values (4) | 1087 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 1127 | |
| D | 486 | |
| P | 486 | |
| M | 370 | 13.6% |
| C | 203 | 7.4% |
| B | 54 | 2.0% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 203 |
Space Separator
| Value | Count | Frequency (%) |
| 203 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 16436 | |
| Common | 406 | 2.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 2678 | |
| r | 1497 | |
| t | 1497 | |
| n | 1330 | |
| i | 1181 | 7.2% |
| G | 1127 | 6.9% |
| d | 1127 | 6.9% |
| u | 1127 | 6.9% |
| o | 1127 | 6.9% |
| e | 573 | 3.5% |
| Other values (10) | 3172 |
Common
| Value | Count | Frequency (%) |
| 2 | 203 | |
| 203 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 16842 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 2678 | |
| r | 1497 | |
| t | 1497 | |
| n | 1330 | 7.9% |
| i | 1181 | 7.0% |
| G | 1127 | 6.7% |
| d | 1127 | 6.7% |
| u | 1127 | 6.7% |
| o | 1127 | 6.7% |
| e | 573 | 3.4% |
| Other values (12) | 3578 |
Marital_Status
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| Married | |
|---|---|
| Together | |
| Single | |
| Divorced | |
| Widow | 77 |
| Other values (3) | 7 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.0732143 |
| Min length | 4 |
Characters and Unicode
| Total characters | 15844 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Divorced |
|---|---|
| 2nd row | Single |
| 3rd row | Married |
| 4th row | Together |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 864 | |
| Together | 580 | |
| Single | 480 | |
| Divorced | 232 | 10.4% |
| Widow | 77 | 3.4% |
| Alone | 3 | 0.1% |
| YOLO | 2 | 0.1% |
| Absurd | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 864 | |
| together | 580 | |
| single | 480 | |
| divorced | 232 | 10.4% |
| widow | 77 | 3.4% |
| alone | 3 | 0.1% |
| yolo | 2 | 0.1% |
| absurd | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2739 | |
| r | 2542 | |
| i | 1653 | |
| d | 1175 | |
| g | 1060 | 6.7% |
| o | 892 | 5.6% |
| M | 864 | 5.5% |
| a | 864 | 5.5% |
| T | 580 | 3.7% |
| t | 580 | 3.7% |
| Other values (16) | 2895 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13598 | |
| Uppercase Letter | 2246 | 14.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2739 | |
| r | 2542 | |
| i | 1653 | |
| d | 1175 | |
| g | 1060 | 7.8% |
| o | 892 | 6.6% |
| a | 864 | 6.4% |
| t | 580 | 4.3% |
| h | 580 | 4.3% |
| n | 483 | 3.6% |
| Other values (7) | 1030 | 7.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 864 | |
| T | 580 | |
| S | 480 | |
| D | 232 | 10.3% |
| W | 77 | 3.4% |
| A | 5 | 0.2% |
| O | 4 | 0.2% |
| Y | 2 | 0.1% |
| L | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 15844 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2739 | |
| r | 2542 | |
| i | 1653 | |
| d | 1175 | |
| g | 1060 | 6.7% |
| o | 892 | 5.6% |
| M | 864 | 5.5% |
| a | 864 | 5.5% |
| T | 580 | 3.7% |
| t | 580 | 3.7% |
| Other values (16) | 2895 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15844 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2739 | |
| r | 2542 | |
| i | 1653 | |
| d | 1175 | |
| g | 1060 | 6.7% |
| o | 892 | 5.6% |
| M | 864 | 5.5% |
| a | 864 | 5.5% |
| T | 580 | 3.7% |
| t | 580 | 3.7% |
| Other values (16) | 2895 |
Income
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1974 |
|---|---|
| Distinct (%) | 89.1% |
| Missing | 24 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52247.251 |
| Minimum | 1730 |
|---|---|
| Maximum | 666666 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 1730 |
|---|---|
| 5-th percentile | 18985.5 |
| Q1 | 35303 |
| median | 51381.5 |
| Q3 | 68522 |
| 95-th percentile | 84130 |
| Maximum | 666666 |
| Range | 664936 |
| Interquartile range (IQR) | 33219 |
Descriptive statistics
| Standard deviation | 25173.077 |
|---|---|
| Coefficient of variation (CV) | 0.48180672 |
| Kurtosis | 159.6367 |
| Mean | 52247.251 |
| Median Absolute Deviation (MAD) | 16557.5 |
| Skewness | 6.7634874 |
| Sum | 1.1577991 × 108 |
| Variance | 6.3368379 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7500 | 12 | 0.5% |
| 35860 | 4 | 0.2% |
| 80134 | 3 | 0.1% |
| 63841 | 3 | 0.1% |
| 47025 | 3 | 0.1% |
| 34176 | 3 | 0.1% |
| 37760 | 3 | 0.1% |
| 48432 | 3 | 0.1% |
| 83844 | 3 | 0.1% |
| 46098 | 3 | 0.1% |
| Other values (1964) | 2176 | |
| (Missing) | 24 | 1.1% |
| Value | Count | Frequency (%) |
| 1730 | 1 | |
| 2447 | 1 | |
| 3502 | 1 | |
| 4023 | 1 | |
| 4428 | 1 | |
| 4861 | 1 | |
| 5305 | 1 | |
| 5648 | 1 | |
| 6560 | 1 | |
| 6835 | 1 |
| Value | Count | Frequency (%) |
| 666666 | 1 | |
| 162397 | 1 | |
| 160803 | 1 | |
| 157733 | 1 | |
| 157243 | 1 | |
| 157146 | 1 | |
| 156924 | 1 | |
| 153924 | 1 | |
| 113734 | 1 | |
| 105471 | 1 |
Kidhome
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 48 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2240 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 1 | 899 | |
| 2 | 48 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 1 | 899 | |
| 2 | 48 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 1 | 899 | |
| 2 | 48 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2240 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 1 | 899 | |
| 2 | 48 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 1 | 899 | |
| 2 | 48 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 1 | 899 | |
| 2 | 48 | 2.1% |
Teenhome
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 52 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2240 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1158 | |
| 1 | 1030 | |
| 2 | 52 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1158 | |
| 1 | 1030 | |
| 2 | 52 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1158 | |
| 1 | 1030 | |
| 2 | 52 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2240 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1158 | |
| 1 | 1030 | |
| 2 | 52 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1158 | |
| 1 | 1030 | |
| 2 | 52 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1158 | |
| 1 | 1030 | |
| 2 | 52 | 2.3% |
Dt_Customer
Categorical
| Distinct | 663 |
|---|---|
| Distinct (%) | 29.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 8/31/2012 | 12 |
|---|---|
| 12/9/2012 | 11 |
| 2/14/2013 | 11 |
| 12/5/2014 | 11 |
| 8/20/2013 | 10 |
| Other values (658) |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 8.965625 |
| Min length | 8 |
Characters and Unicode
| Total characters | 20083 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 107 ? |
|---|---|
| Unique (%) | 4.8% |
Sample
| 1st row | 6/16/2014 |
|---|---|
| 2nd row | 6/15/2014 |
| 3rd row | 5/13/2014 |
| 4th row | 11/5/2014 |
| 5th row | 8/4/2014 |
Common Values
| Value | Count | Frequency (%) |
| 8/31/2012 | 12 | 0.5% |
| 12/9/2012 | 11 | 0.5% |
| 2/14/2013 | 11 | 0.5% |
| 12/5/2014 | 11 | 0.5% |
| 8/20/2013 | 10 | 0.4% |
| 5/22/2014 | 10 | 0.4% |
| 2/1/2013 | 9 | 0.4% |
| 10/29/2012 | 9 | 0.4% |
| 5/4/2014 | 9 | 0.4% |
| 3/23/2014 | 9 | 0.4% |
| Other values (653) | 2139 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 8/31/2012 | 12 | 0.5% |
| 2/14/2013 | 11 | 0.5% |
| 12/5/2014 | 11 | 0.5% |
| 12/9/2012 | 11 | 0.5% |
| 8/20/2013 | 10 | 0.4% |
| 5/22/2014 | 10 | 0.4% |
| 5/4/2014 | 9 | 0.4% |
| 1/3/2014 | 9 | 0.4% |
| 3/23/2014 | 9 | 0.4% |
| 10/29/2012 | 9 | 0.4% |
| Other values (653) | 2139 |
Most occurring characters
| Value | Count | Frequency (%) |
| / | 4480 | |
| 1 | 4228 | |
| 2 | 4076 | |
| 0 | 2663 | |
| 3 | 1742 | 8.7% |
| 4 | 928 | 4.6% |
| 8 | 445 | 2.2% |
| 5 | 424 | 2.1% |
| 9 | 403 | 2.0% |
| 6 | 363 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 15603 | |
| Other Punctuation | 4480 | 22.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4228 | |
| 2 | 4076 | |
| 0 | 2663 | |
| 3 | 1742 | |
| 4 | 928 | 5.9% |
| 8 | 445 | 2.9% |
| 5 | 424 | 2.7% |
| 9 | 403 | 2.6% |
| 6 | 363 | 2.3% |
| 7 | 331 | 2.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 4480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 20083 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| / | 4480 | |
| 1 | 4228 | |
| 2 | 4076 | |
| 0 | 2663 | |
| 3 | 1742 | 8.7% |
| 4 | 928 | 4.6% |
| 8 | 445 | 2.2% |
| 5 | 424 | 2.1% |
| 9 | 403 | 2.0% |
| 6 | 363 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20083 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| / | 4480 | |
| 1 | 4228 | |
| 2 | 4076 | |
| 0 | 2663 | |
| 3 | 1742 | 8.7% |
| 4 | 928 | 4.6% |
| 8 | 445 | 2.2% |
| 5 | 424 | 2.1% |
| 9 | 403 | 2.0% |
| 6 | 363 | 1.8% |
Recency
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.109375 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 28 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 24 |
| median | 49 |
| Q3 | 74 |
| 95-th percentile | 94 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 28.962453 |
|---|---|
| Coefficient of variation (CV) | 0.58975405 |
| Kurtosis | -1.2018968 |
| Mean | 49.109375 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.0019866586 |
| Sum | 110005 |
| Variance | 838.82367 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 37 | 1.7% |
| 54 | 32 | 1.4% |
| 30 | 32 | 1.4% |
| 46 | 31 | 1.4% |
| 49 | 30 | 1.3% |
| 65 | 30 | 1.3% |
| 92 | 30 | 1.3% |
| 3 | 29 | 1.3% |
| 71 | 29 | 1.3% |
| 29 | 29 | 1.3% |
| Other values (90) | 1931 |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 1 | 24 | |
| 2 | 28 | |
| 3 | 29 | |
| 4 | 27 | |
| 5 | 15 | |
| 6 | 21 | |
| 7 | 12 | |
| 8 | 25 | |
| 9 | 24 |
| Value | Count | Frequency (%) |
| 99 | 17 | |
| 98 | 22 | |
| 97 | 20 | |
| 96 | 25 | |
| 95 | 19 | |
| 94 | 26 | |
| 93 | 21 | |
| 92 | 30 | |
| 91 | 18 | |
| 90 | 20 |
MntWines
Real number (ℝ)
| Distinct | 776 |
|---|---|
| Distinct (%) | 34.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 303.93571 |
| Minimum | 0 |
|---|---|
| Maximum | 1493 |
| Zeros | 13 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 23.75 |
| median | 173.5 |
| Q3 | 504.25 |
| 95-th percentile | 1000 |
| Maximum | 1493 |
| Range | 1493 |
| Interquartile range (IQR) | 480.5 |
Descriptive statistics
| Standard deviation | 336.59739 |
|---|---|
| Coefficient of variation (CV) | 1.1074625 |
| Kurtosis | 0.59874359 |
| Mean | 303.93571 |
| Median Absolute Deviation (MAD) | 164.5 |
| Skewness | 1.1757706 |
| Sum | 680816 |
| Variance | 113297.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 42 | 1.9% |
| 5 | 40 | 1.8% |
| 6 | 37 | 1.7% |
| 1 | 37 | 1.7% |
| 4 | 33 | 1.5% |
| 3 | 30 | 1.3% |
| 8 | 30 | 1.3% |
| 9 | 28 | 1.2% |
| 12 | 25 | 1.1% |
| 14 | 24 | 1.1% |
| Other values (766) | 1914 |
| Value | Count | Frequency (%) |
| 0 | 13 | 0.6% |
| 1 | 37 | |
| 2 | 42 | |
| 3 | 30 | |
| 4 | 33 | |
| 5 | 40 | |
| 6 | 37 | |
| 7 | 22 | |
| 8 | 30 | |
| 9 | 28 |
| Value | Count | Frequency (%) |
| 1493 | 1 | |
| 1492 | 2 | |
| 1486 | 1 | |
| 1478 | 2 | |
| 1462 | 1 | |
| 1459 | 1 | |
| 1449 | 1 | |
| 1396 | 1 | |
| 1394 | 1 | |
| 1379 | 1 |
MntFruits
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 158 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.302232 |
| Minimum | 0 |
|---|---|
| Maximum | 199 |
| Zeros | 400 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 123 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 39.773434 |
|---|---|
| Coefficient of variation (CV) | 1.5121695 |
| Kurtosis | 4.0509763 |
| Mean | 26.302232 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.1020633 |
| Sum | 58917 |
| Variance | 1581.926 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 400 | 17.9% |
| 1 | 162 | 7.2% |
| 2 | 120 | 5.4% |
| 3 | 116 | 5.2% |
| 4 | 104 | 4.6% |
| 7 | 67 | 3.0% |
| 5 | 65 | 2.9% |
| 6 | 62 | 2.8% |
| 12 | 50 | 2.2% |
| 8 | 48 | 2.1% |
| Other values (148) | 1046 |
| Value | Count | Frequency (%) |
| 0 | 400 | |
| 1 | 162 | |
| 2 | 120 | 5.4% |
| 3 | 116 | 5.2% |
| 4 | 104 | 4.6% |
| 5 | 65 | 2.9% |
| 6 | 62 | 2.8% |
| 7 | 67 | 3.0% |
| 8 | 48 | 2.1% |
| 9 | 35 | 1.6% |
| Value | Count | Frequency (%) |
| 199 | 2 | |
| 197 | 1 | < 0.1% |
| 194 | 3 | |
| 193 | 2 | |
| 190 | 1 | < 0.1% |
| 189 | 1 | < 0.1% |
| 185 | 2 | |
| 184 | 1 | < 0.1% |
| 183 | 3 | |
| 181 | 1 | < 0.1% |
MntMeatProducts
Real number (ℝ)
| Distinct | 558 |
|---|---|
| Distinct (%) | 24.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 166.95 |
| Minimum | 0 |
|---|---|
| Maximum | 1725 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 16 |
| median | 67 |
| Q3 | 232 |
| 95-th percentile | 687.1 |
| Maximum | 1725 |
| Range | 1725 |
| Interquartile range (IQR) | 216 |
Descriptive statistics
| Standard deviation | 225.71537 |
|---|---|
| Coefficient of variation (CV) | 1.3519938 |
| Kurtosis | 5.5167241 |
| Mean | 166.95 |
| Median Absolute Deviation (MAD) | 59 |
| Skewness | 2.0832331 |
| Sum | 373968 |
| Variance | 50947.429 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7 | 53 | 2.4% |
| 5 | 50 | 2.2% |
| 11 | 49 | 2.2% |
| 8 | 46 | 2.1% |
| 6 | 43 | 1.9% |
| 10 | 40 | 1.8% |
| 3 | 40 | 1.8% |
| 9 | 38 | 1.7% |
| 16 | 36 | 1.6% |
| 12 | 35 | 1.6% |
| Other values (548) | 1810 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 14 | 0.6% |
| 2 | 30 | |
| 3 | 40 | |
| 4 | 30 | |
| 5 | 50 | |
| 6 | 43 | |
| 7 | 53 | |
| 8 | 46 | |
| 9 | 38 |
| Value | Count | Frequency (%) |
| 1725 | 2 | |
| 1622 | 1 | |
| 1607 | 1 | |
| 1582 | 1 | |
| 984 | 1 | |
| 981 | 1 | |
| 974 | 1 | |
| 968 | 1 | |
| 961 | 1 | |
| 951 | 2 |
MntFishProducts
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 182 |
|---|---|
| Distinct (%) | 8.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.525446 |
| Minimum | 0 |
|---|---|
| Maximum | 259 |
| Zeros | 384 |
| Zeros (%) | 17.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 12 |
| Q3 | 50 |
| 95-th percentile | 168.05 |
| Maximum | 259 |
| Range | 259 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 54.628979 |
|---|---|
| Coefficient of variation (CV) | 1.4557849 |
| Kurtosis | 3.0964609 |
| Mean | 37.525446 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.919769 |
| Sum | 84057 |
| Variance | 2984.3254 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 384 | 17.1% |
| 2 | 156 | 7.0% |
| 3 | 130 | 5.8% |
| 4 | 108 | 4.8% |
| 6 | 82 | 3.7% |
| 7 | 66 | 2.9% |
| 8 | 58 | 2.6% |
| 10 | 55 | 2.5% |
| 13 | 48 | 2.1% |
| 12 | 47 | 2.1% |
| Other values (172) | 1106 |
| Value | Count | Frequency (%) |
| 0 | 384 | |
| 1 | 10 | 0.4% |
| 2 | 156 | |
| 3 | 130 | 5.8% |
| 4 | 108 | 4.8% |
| 5 | 1 | < 0.1% |
| 6 | 82 | 3.7% |
| 7 | 66 | 2.9% |
| 8 | 58 | 2.6% |
| 10 | 55 | 2.5% |
| Value | Count | Frequency (%) |
| 259 | 1 | < 0.1% |
| 258 | 3 | |
| 254 | 1 | < 0.1% |
| 253 | 1 | < 0.1% |
| 250 | 3 | |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 242 | 1 | < 0.1% |
| 240 | 2 | |
| 237 | 2 |
MntSweetProducts
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 177 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.062946 |
| Minimum | 0 |
|---|---|
| Maximum | 263 |
| Zeros | 419 |
| Zeros (%) | 18.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 126 |
| Maximum | 263 |
| Range | 263 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 41.280498 |
|---|---|
| Coefficient of variation (CV) | 1.5253512 |
| Kurtosis | 4.3765483 |
| Mean | 27.062946 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.1360807 |
| Sum | 60621 |
| Variance | 1704.0796 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 419 | 18.7% |
| 1 | 161 | 7.2% |
| 2 | 128 | 5.7% |
| 3 | 101 | 4.5% |
| 4 | 82 | 3.7% |
| 5 | 65 | 2.9% |
| 6 | 64 | 2.9% |
| 7 | 57 | 2.5% |
| 8 | 56 | 2.5% |
| 12 | 45 | 2.0% |
| Other values (167) | 1062 |
| Value | Count | Frequency (%) |
| 0 | 419 | |
| 1 | 161 | 7.2% |
| 2 | 128 | 5.7% |
| 3 | 101 | 4.5% |
| 4 | 82 | 3.7% |
| 5 | 65 | 2.9% |
| 6 | 64 | 2.9% |
| 7 | 57 | 2.5% |
| 8 | 56 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 263 | 1 | < 0.1% |
| 262 | 1 | < 0.1% |
| 198 | 1 | < 0.1% |
| 197 | 1 | < 0.1% |
| 196 | 1 | < 0.1% |
| 195 | 1 | < 0.1% |
| 194 | 3 | |
| 192 | 3 | |
| 191 | 1 | < 0.1% |
| 189 | 2 |
MntGoldProds
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 213 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.021875 |
| Minimum | 0 |
|---|---|
| Maximum | 362 |
| Zeros | 61 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 24 |
| Q3 | 56 |
| 95-th percentile | 165.05 |
| Maximum | 362 |
| Range | 362 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 52.167439 |
|---|---|
| Coefficient of variation (CV) | 1.1850345 |
| Kurtosis | 3.5517093 |
| Mean | 44.021875 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 1.8861056 |
| Sum | 98609 |
| Variance | 2721.4417 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 73 | 3.3% |
| 4 | 70 | 3.1% |
| 3 | 69 | 3.1% |
| 5 | 63 | 2.8% |
| 12 | 63 | 2.8% |
| 2 | 62 | 2.8% |
| 0 | 61 | 2.7% |
| 6 | 57 | 2.5% |
| 7 | 54 | 2.4% |
| 10 | 49 | 2.2% |
| Other values (203) | 1619 |
| Value | Count | Frequency (%) |
| 0 | 61 | |
| 1 | 73 | |
| 2 | 62 | |
| 3 | 69 | |
| 4 | 70 | |
| 5 | 63 | |
| 6 | 57 | |
| 7 | 54 | |
| 8 | 40 | |
| 9 | 44 |
| Value | Count | Frequency (%) |
| 362 | 1 | |
| 321 | 1 | |
| 291 | 1 | |
| 262 | 1 | |
| 249 | 1 | |
| 248 | 1 | |
| 247 | 1 | |
| 246 | 1 | |
| 245 | 1 | |
| 242 | 2 |
NumDealsPurchases
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.325 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 46 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.9322375 |
|---|---|
| Coefficient of variation (CV) | 0.83106989 |
| Kurtosis | 8.9369143 |
| Mean | 2.325 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4185694 |
| Sum | 5208 |
| Variance | 3.7335418 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 970 | |
| 2 | 497 | |
| 3 | 297 | 13.3% |
| 4 | 189 | 8.4% |
| 5 | 94 | 4.2% |
| 6 | 61 | 2.7% |
| 0 | 46 | 2.1% |
| 7 | 40 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Other values (5) | 24 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 46 | 2.1% |
| 1 | 970 | |
| 2 | 497 | |
| 3 | 297 | 13.3% |
| 4 | 189 | 8.4% |
| 5 | 94 | 4.2% |
| 6 | 61 | 2.7% |
| 7 | 40 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Value | Count | Frequency (%) |
| 15 | 7 | 0.3% |
| 13 | 3 | 0.1% |
| 12 | 4 | 0.2% |
| 11 | 5 | 0.2% |
| 10 | 5 | 0.2% |
| 9 | 8 | 0.4% |
| 8 | 14 | 0.6% |
| 7 | 40 | |
| 6 | 61 | |
| 5 | 94 |
NumWebPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0848214 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 49 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7787141 |
|---|---|
| Coefficient of variation (CV) | 0.68025352 |
| Kurtosis | 5.7031284 |
| Mean | 4.0848214 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.3827943 |
| Sum | 9150 |
| Variance | 7.7212523 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2 | 373 | |
| 1 | 354 | |
| 3 | 336 | |
| 4 | 280 | |
| 5 | 220 | |
| 6 | 205 | |
| 7 | 155 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.3% |
| 0 | 49 | 2.2% |
| Other values (5) | 91 | 4.1% |
| Value | Count | Frequency (%) |
| 0 | 49 | 2.2% |
| 1 | 354 | |
| 2 | 373 | |
| 3 | 336 | |
| 4 | 280 | |
| 5 | 220 | |
| 6 | 205 | |
| 7 | 155 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.3% |
| Value | Count | Frequency (%) |
| 27 | 2 | 0.1% |
| 25 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 11 | 44 | 2.0% |
| 10 | 43 | 1.9% |
| 9 | 75 | 3.3% |
| 8 | 102 | |
| 7 | 155 | |
| 6 | 205 | |
| 5 | 220 |
NumCatalogPurchases
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6620536 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 586 |
| Zeros (%) | 26.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9231007 |
|---|---|
| Coefficient of variation (CV) | 1.0980623 |
| Kurtosis | 8.0474368 |
| Mean | 2.6620536 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.8809888 |
| Sum | 5963 |
| Variance | 8.5445174 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 586 | |
| 1 | 497 | |
| 2 | 276 | |
| 3 | 184 | 8.2% |
| 4 | 182 | 8.1% |
| 5 | 140 | 6.2% |
| 6 | 128 | 5.7% |
| 7 | 79 | 3.5% |
| 8 | 55 | 2.5% |
| 10 | 48 | 2.1% |
| Other values (4) | 65 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 586 | |
| 1 | 497 | |
| 2 | 276 | |
| 3 | 184 | 8.2% |
| 4 | 182 | 8.1% |
| 5 | 140 | 6.2% |
| 6 | 128 | 5.7% |
| 7 | 79 | 3.5% |
| 8 | 55 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 28 | 3 | 0.1% |
| 22 | 1 | < 0.1% |
| 11 | 19 | 0.8% |
| 10 | 48 | 2.1% |
| 9 | 42 | 1.9% |
| 8 | 55 | 2.5% |
| 7 | 79 | |
| 6 | 128 | |
| 5 | 140 | |
| 4 | 182 |
NumStorePurchases
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7901786 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 15 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.2509581 |
|---|---|
| Coefficient of variation (CV) | 0.56146077 |
| Kurtosis | -0.62204828 |
| Mean | 5.7901786 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.70223729 |
| Sum | 12970 |
| Variance | 10.568729 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 490 | |
| 4 | 323 | |
| 2 | 223 | |
| 5 | 212 | |
| 6 | 178 | 7.9% |
| 8 | 149 | 6.7% |
| 7 | 143 | 6.4% |
| 10 | 125 | 5.6% |
| 9 | 106 | 4.7% |
| 12 | 105 | 4.7% |
| Other values (4) | 186 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 15 | 0.7% |
| 1 | 7 | 0.3% |
| 2 | 223 | |
| 3 | 490 | |
| 4 | 323 | |
| 5 | 212 | |
| 6 | 178 | 7.9% |
| 7 | 143 | 6.4% |
| 8 | 149 | 6.7% |
| 9 | 106 | 4.7% |
| Value | Count | Frequency (%) |
| 13 | 83 | 3.7% |
| 12 | 105 | 4.7% |
| 11 | 81 | 3.6% |
| 10 | 125 | 5.6% |
| 9 | 106 | 4.7% |
| 8 | 149 | |
| 7 | 143 | |
| 6 | 178 | |
| 5 | 212 | |
| 4 | 323 |
NumWebVisitsMonth
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3165179 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 11 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.426645 |
|---|---|
| Coefficient of variation (CV) | 0.45643503 |
| Kurtosis | 1.8216138 |
| Mean | 5.3165179 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.20792556 |
| Sum | 11909 |
| Variance | 5.888606 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 7 | 393 | |
| 8 | 342 | |
| 6 | 340 | |
| 5 | 281 | |
| 4 | 218 | |
| 3 | 205 | |
| 2 | 202 | |
| 1 | 153 | 6.8% |
| 9 | 83 | 3.7% |
| 0 | 11 | 0.5% |
| Other values (6) | 12 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.5% |
| 1 | 153 | 6.8% |
| 2 | 202 | |
| 3 | 205 | |
| 4 | 218 | |
| 5 | 281 | |
| 6 | 340 | |
| 7 | 393 | |
| 8 | 342 | |
| 9 | 83 | 3.7% |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.1% |
| 19 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 14 | 2 | 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 3 | 0.1% |
| 9 | 83 | 3.7% |
| 8 | 342 | |
| 7 | 393 | |
| 6 | 340 |
Response
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2240 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2240 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Complain
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 21 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2240 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2219 | |
| 1 | 21 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2219 | |
| 1 | 21 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2219 | |
| 1 | 21 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2240 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2219 | |
| 1 | 21 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2219 | |
| 1 | 21 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2219 | |
| 1 | 21 | 0.9% |
| Id | Year_Birth | Income | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | Education | Marital_Status | Kidhome | Teenhome | Response | Complain | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Id | 1.000 | 0.003 | 0.004 | -0.046 | -0.026 | -0.022 | -0.013 | -0.029 | -0.034 | -0.042 | -0.024 | -0.025 | -0.012 | -0.023 | -0.011 | 0.000 | 0.004 | 0.000 | 0.000 | 0.032 | 0.000 |
| Year_Birth | 0.003 | 1.000 | -0.217 | -0.021 | -0.234 | -0.025 | -0.112 | -0.031 | 0.003 | -0.077 | -0.087 | -0.164 | -0.179 | -0.168 | 0.131 | 0.113 | 0.093 | 0.221 | 0.309 | 0.000 | 0.137 |
| Income | 0.004 | -0.217 | 1.000 | 0.008 | 0.830 | 0.582 | 0.817 | 0.577 | 0.567 | 0.506 | -0.196 | 0.573 | 0.792 | 0.732 | -0.644 | 0.054 | 0.000 | 0.286 | 0.174 | 0.192 | 0.000 |
| Recency | -0.046 | -0.021 | 0.008 | 1.000 | 0.019 | 0.025 | 0.028 | 0.013 | 0.024 | 0.018 | 0.008 | -0.004 | 0.031 | 0.006 | -0.022 | 0.000 | 0.026 | 0.070 | 0.050 | 0.208 | 0.000 |
| MntWines | -0.026 | -0.234 | 0.830 | 0.019 | 1.000 | 0.518 | 0.824 | 0.525 | 0.505 | 0.575 | 0.057 | 0.740 | 0.823 | 0.807 | -0.389 | 0.114 | 0.019 | 0.407 | 0.117 | 0.268 | 0.000 |
| MntFruits | -0.022 | -0.025 | 0.582 | 0.025 | 0.518 | 1.000 | 0.713 | 0.705 | 0.691 | 0.569 | -0.110 | 0.471 | 0.635 | 0.583 | -0.443 | 0.070 | 0.029 | 0.312 | 0.121 | 0.152 | 0.000 |
| MntMeatProducts | -0.013 | -0.112 | 0.817 | 0.028 | 0.824 | 0.713 | 1.000 | 0.726 | 0.696 | 0.638 | -0.032 | 0.679 | 0.852 | 0.779 | -0.492 | 0.054 | 0.030 | 0.322 | 0.227 | 0.243 | 0.000 |
| MntFishProducts | -0.029 | -0.031 | 0.577 | 0.013 | 0.525 | 0.705 | 0.726 | 1.000 | 0.701 | 0.565 | -0.120 | 0.466 | 0.657 | 0.583 | -0.458 | 0.062 | 0.053 | 0.323 | 0.138 | 0.131 | 0.000 |
| MntSweetProducts | -0.034 | 0.003 | 0.567 | 0.024 | 0.505 | 0.691 | 0.696 | 0.701 | 1.000 | 0.543 | -0.106 | 0.464 | 0.628 | 0.581 | -0.449 | 0.068 | 0.000 | 0.292 | 0.101 | 0.113 | 0.000 |
| MntGoldProds | -0.042 | -0.077 | 0.506 | 0.018 | 0.575 | 0.569 | 0.638 | 0.565 | 0.543 | 1.000 | 0.090 | 0.580 | 0.649 | 0.540 | -0.261 | 0.066 | 0.054 | 0.264 | 0.056 | 0.138 | 0.000 |
| NumDealsPurchases | -0.024 | -0.087 | -0.196 | 0.008 | 0.057 | -0.110 | -0.032 | -0.120 | -0.106 | 0.090 | 1.000 | 0.284 | -0.040 | 0.100 | 0.398 | 0.000 | 0.019 | 0.210 | 0.347 | 0.096 | 0.000 |
| NumWebPurchases | -0.025 | -0.164 | 0.573 | -0.004 | 0.740 | 0.471 | 0.679 | 0.466 | 0.464 | 0.580 | 0.284 | 1.000 | 0.619 | 0.673 | -0.097 | 0.083 | 0.039 | 0.294 | 0.160 | 0.166 | 0.000 |
| NumCatalogPurchases | -0.012 | -0.179 | 0.792 | 0.031 | 0.823 | 0.635 | 0.852 | 0.657 | 0.628 | 0.649 | -0.040 | 0.619 | 1.000 | 0.709 | -0.536 | 0.064 | 0.000 | 0.386 | 0.119 | 0.219 | 0.000 |
| NumStorePurchases | -0.023 | -0.168 | 0.732 | 0.006 | 0.807 | 0.583 | 0.779 | 0.583 | 0.581 | 0.540 | 0.100 | 0.673 | 0.709 | 1.000 | -0.454 | 0.104 | 0.025 | 0.403 | 0.085 | 0.149 | 0.000 |
| NumWebVisitsMonth | -0.011 | 0.131 | -0.644 | -0.022 | -0.389 | -0.443 | -0.492 | -0.458 | -0.449 | -0.261 | 0.398 | -0.097 | -0.536 | -0.454 | 1.000 | 0.054 | 0.000 | 0.345 | 0.217 | 0.121 | 0.000 |
| Education | 0.000 | 0.113 | 0.054 | 0.000 | 0.114 | 0.070 | 0.054 | 0.062 | 0.068 | 0.066 | 0.000 | 0.083 | 0.064 | 0.104 | 0.054 | 1.000 | 0.000 | 0.051 | 0.104 | 0.092 | 0.039 |
| Marital_Status | 0.004 | 0.093 | 0.000 | 0.026 | 0.019 | 0.029 | 0.030 | 0.053 | 0.000 | 0.054 | 0.019 | 0.039 | 0.000 | 0.025 | 0.000 | 0.000 | 1.000 | 0.040 | 0.073 | 0.145 | 0.000 |
| Kidhome | 0.000 | 0.221 | 0.286 | 0.070 | 0.407 | 0.312 | 0.322 | 0.323 | 0.292 | 0.264 | 0.210 | 0.294 | 0.386 | 0.403 | 0.345 | 0.051 | 0.040 | 1.000 | 0.054 | 0.075 | 0.027 |
| Teenhome | 0.000 | 0.309 | 0.174 | 0.050 | 0.117 | 0.121 | 0.227 | 0.138 | 0.101 | 0.056 | 0.347 | 0.160 | 0.119 | 0.085 | 0.217 | 0.104 | 0.073 | 0.054 | 1.000 | 0.159 | 0.000 |
| Response | 0.032 | 0.000 | 0.192 | 0.208 | 0.268 | 0.152 | 0.243 | 0.131 | 0.113 | 0.138 | 0.096 | 0.166 | 0.219 | 0.149 | 0.121 | 0.092 | 0.145 | 0.075 | 0.159 | 1.000 | 0.000 |
| Complain | 0.000 | 0.137 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.027 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Id | Year_Birth | Education | Marital_Status | Income | Kidhome | Teenhome | Dt_Customer | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | Response | Complain | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1826 | 1970 | Graduation | Divorced | 84835.0 | 0 | 0 | 6/16/2014 | 0 | 189 | 104 | 379 | 111 | 189 | 218 | 1 | 4 | 4 | 6 | 1 | 1 | 0 |
| 1 | 1 | 1961 | Graduation | Single | 57091.0 | 0 | 0 | 6/15/2014 | 0 | 464 | 5 | 64 | 7 | 0 | 37 | 1 | 7 | 3 | 7 | 5 | 1 | 0 |
| 2 | 10476 | 1958 | Graduation | Married | 67267.0 | 0 | 1 | 5/13/2014 | 0 | 134 | 11 | 59 | 15 | 2 | 30 | 1 | 3 | 2 | 5 | 2 | 0 | 0 |
| 3 | 1386 | 1967 | Graduation | Together | 32474.0 | 1 | 1 | 11/5/2014 | 0 | 10 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 7 | 0 | 0 |
| 4 | 5371 | 1989 | Graduation | Single | 21474.0 | 1 | 0 | 8/4/2014 | 0 | 6 | 16 | 24 | 11 | 0 | 34 | 2 | 3 | 1 | 2 | 7 | 1 | 0 |
| 5 | 7348 | 1958 | PhD | Single | 71691.0 | 0 | 0 | 3/17/2014 | 0 | 336 | 130 | 411 | 240 | 32 | 43 | 1 | 4 | 7 | 5 | 2 | 1 | 0 |
| 6 | 4073 | 1954 | 2n Cycle | Married | 63564.0 | 0 | 0 | 1/29/2014 | 0 | 769 | 80 | 252 | 15 | 34 | 65 | 1 | 10 | 10 | 7 | 6 | 1 | 0 |
| 7 | 1991 | 1967 | Graduation | Together | 44931.0 | 0 | 1 | 1/18/2014 | 0 | 78 | 0 | 11 | 0 | 0 | 7 | 1 | 2 | 1 | 3 | 5 | 0 | 0 |
| 8 | 4047 | 1954 | PhD | Married | 65324.0 | 0 | 1 | 11/1/2014 | 0 | 384 | 0 | 102 | 21 | 32 | 5 | 3 | 6 | 2 | 9 | 4 | 0 | 0 |
| 9 | 9477 | 1954 | PhD | Married | 65324.0 | 0 | 1 | 11/1/2014 | 0 | 384 | 0 | 102 | 21 | 32 | 5 | 3 | 6 | 2 | 9 | 4 | 0 | 0 |
| Id | Year_Birth | Education | Marital_Status | Income | Kidhome | Teenhome | Dt_Customer | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | Response | Complain | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2230 | 3363 | 1974 | 2n Cycle | Married | 20130.0 | 0 | 0 | 3/17/2014 | 99 | 0 | 6 | 3 | 7 | 6 | 12 | 1 | 1 | 0 | 3 | 8 | 0 | 0 |
| 2231 | 8595 | 1973 | Graduation | Widow | 42429.0 | 0 | 1 | 11/2/2014 | 99 | 55 | 0 | 6 | 2 | 0 | 4 | 2 | 1 | 1 | 3 | 5 | 0 | 0 |
| 2232 | 7232 | 1973 | Graduation | Widow | 42429.0 | 0 | 1 | 11/2/2014 | 99 | 55 | 0 | 6 | 2 | 0 | 4 | 2 | 1 | 1 | 3 | 5 | 0 | 0 |
| 2233 | 7829 | 1900 | 2n Cycle | Divorced | 36640.0 | 1 | 0 | 9/26/2013 | 99 | 15 | 6 | 8 | 7 | 4 | 25 | 1 | 2 | 1 | 2 | 5 | 0 | 1 |
| 2234 | 9977 | 1973 | Graduation | Divorced | 78901.0 | 0 | 1 | 9/17/2013 | 99 | 321 | 11 | 309 | 33 | 26 | 34 | 3 | 9 | 3 | 5 | 4 | 0 | 0 |
| 2235 | 10142 | 1976 | PhD | Divorced | 66476.0 | 0 | 1 | 7/3/2013 | 99 | 372 | 18 | 126 | 47 | 48 | 78 | 2 | 5 | 2 | 11 | 4 | 0 | 0 |
| 2236 | 5263 | 1977 | 2n Cycle | Married | 31056.0 | 1 | 0 | 1/22/2013 | 99 | 5 | 10 | 13 | 3 | 8 | 16 | 1 | 1 | 0 | 3 | 8 | 0 | 0 |
| 2237 | 22 | 1976 | Graduation | Divorced | 46310.0 | 1 | 0 | 3/12/2012 | 99 | 185 | 2 | 88 | 15 | 5 | 14 | 2 | 6 | 1 | 5 | 8 | 0 | 0 |
| 2238 | 528 | 1978 | Graduation | Married | 65819.0 | 0 | 0 | 11/29/2012 | 99 | 267 | 38 | 701 | 149 | 165 | 63 | 1 | 5 | 4 | 10 | 3 | 0 | 0 |
| 2239 | 4070 | 1969 | PhD | Married | 94871.0 | 0 | 2 | 1/9/2012 | 99 | 169 | 24 | 553 | 188 | 0 | 144 | 1 | 8 | 5 | 4 | 7 | 1 | 0 |